My LLM Experiment saved 3 months of Dev Time
Amanda Keay
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My Role: Product Designer
Company: Clear Match Talent, tech recruiting agency
The Team: 1 product designer (me), CTO, 2 Co-Founders on conception→0
AI Tools: Claude, Figma, Figma Make
Target Users: Agency recruiters that maintain 500+ relationships
My Contribution: Ran a one-week AI experiment that replaced 3 months of planned development and redirected the product roadmap. Led product scoping, designed the priority matrix algorithm, mapped the backend architecture, and built the prototype using vibe coding and Figma Make.
Case Study Timeline: 3 months